{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.rc('font', size=15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "\n",
    "#Vector field\n",
    "X, Y = np.meshgrid(np.linspace(-5, 5, 20), np.linspace(-5, 5, 20))\n",
    "U = 1\n",
    "V = 1 + X * Y\n",
    "#Normalize arrows\n",
    "N = np.sqrt(U**2 + V**2)\n",
    "U /= N\n",
    "V /= N\n",
    "\n",
    "ax.quiver(X, Y, U, V, scale=30, pivot='mid')\n",
    "\n",
    "plt.xlim([-5, 5])\n",
    "plt.ylim([-5, 5])\n",
    "plt.xlabel(r\"$x$\")\n",
    "plt.ylabel(r\"$y$\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://stackoverflow.com/questions/18832763/drawing-directions-fields"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.integrate import odeint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.integrate import ode\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "\n",
    "#Vector field\n",
    "X, Y = np.meshgrid(np.linspace(-15, 15, 20), np.linspace(-15, 15, 20))\n",
    "U = 2 * X + Y\n",
    "V = - X  + 4 * Y\n",
    "#Normalize arrows\n",
    "N = np.sqrt(U**2 + V**2)\n",
    "U /= N\n",
    "V /= N\n",
    "\n",
    "ax.quiver(X, Y, U, V, N, scale=30, pivot='mid', cmap='viridis_r')\n",
    "\n",
    "## Vector field function\n",
    "def vf(t,x):\n",
    "    dx=np.zeros(2)\n",
    "    dx[0] = 2 * x[0] + x[1]\n",
    "    dx[1] = - x[0] + 4 * x[1]\n",
    "    return dx\n",
    "\n",
    "#Solution curves\n",
    "t0 = 0\n",
    "tEnd = 10\n",
    "dt = 0.01\n",
    "r = ode(vf).set_integrator('vode', method='bdf', max_step=dt)\n",
    "#### Need to tweak the initial conditions here ###\n",
    "'''\n",
    "x_ini = np.linspace(-5, 5, 10)\n",
    "y_ini = np.linspace(-5, 5, 10)\n",
    "for x_ic in x_ini:\n",
    "    for y_ic in y_ini:\n",
    "        Y = []\n",
    "        T = []\n",
    "        S = []\n",
    "        r.set_initial_value([x_ic, y_ic], t0).set_f_params()\n",
    "        while r.successful() and r.t + dt < tEnd:\n",
    "            r.integrate(r.t + dt)\n",
    "            Y.append(r.y)\n",
    "\n",
    "        S=np.array(np.real(Y))\n",
    "        ax.plot(S[:,0],S[:,1], color = 'blue', lw = 1.25)\n",
    "        \n",
    "'''\n",
    "\n",
    "radius = 5\n",
    "for theta in np.linspace(0, 2*np.pi, 30):\n",
    "    x_ini = radius * np.cos(theta)\n",
    "    y_ini = radius * np.sin(theta)\n",
    "    \n",
    "#for ic in [[0, 1], [0, 7], [3, 5], [5, 8], [8, 8], [12, 8], [12, 3], [15, 0], [-5, -5], [-5, -3], [-5, -7], [-5, -10], [-5, -15], [-5, -20], [-5, -2]]:\n",
    "#    x_ini, y_ini = ic\n",
    "    Y = []\n",
    "    T = []\n",
    "    S = []\n",
    "    r.set_initial_value([x_ini, y_ini], t0).set_f_params()\n",
    "    while r.successful() and r.t - dt > -10:\n",
    "        r.integrate(r.t - dt)\n",
    "        Y.append(r.y)\n",
    "\n",
    "    Y = Y[::-1]\n",
    "    r.set_initial_value([x_ini, y_ini], t0).set_f_params()\n",
    "    while r.successful() and r.t + dt <= tEnd:\n",
    "        r.integrate(r.t + dt)\n",
    "        Y.append(r.y)\n",
    "\n",
    "    S = np.array(np.real(Y))\n",
    "    ax.plot(S[:,0],S[:,1], color = 'red', lw = 1.25)\n",
    "    \n",
    "\n",
    "plt.xlim([-15, 15])\n",
    "plt.ylim([-15, 15])\n",
    "plt.xlabel(r\"$x$\")\n",
    "plt.ylabel(r\"$y$\")\n",
    "plt.tick_params(direction='in')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.integrate import ode\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "\n",
    "#Vector field\n",
    "X, Y = np.meshgrid(np.linspace(-15, 15, 20), np.linspace(-15, 15, 20))\n",
    "U = 2 * X + Y\n",
    "V = - X + 4 * Y\n",
    "#Normalize arrows\n",
    "N = np.sqrt(U**2 + V**2)\n",
    "U /= N\n",
    "V /= N\n",
    "\n",
    "ax.quiver(X, Y, U, V, scale=30, pivot='mid')\n",
    "\n",
    "## Vector field function\n",
    "def vf(t,x):\n",
    "    dx=np.zeros(2)\n",
    "    dx[0] = 2 * x[0] + x[1]\n",
    "    dx[1] = - x[0] + 4 * x[1]\n",
    "    return dx\n",
    "\n",
    "#Solution curves\n",
    "t0 = 0\n",
    "tEnd = 10\n",
    "dt = 0.01\n",
    "r = ode(vf).set_integrator('vode', method='bdf', max_step=dt)\n",
    "#### Need to tweak the initial conditions here ###\n",
    "'''\n",
    "x_ini = np.linspace(-5, 5, 10)\n",
    "y_ini = np.linspace(-5, 5, 10)\n",
    "for x_ic in x_ini:\n",
    "    for y_ic in y_ini:\n",
    "        Y = []\n",
    "        T = []\n",
    "        S = []\n",
    "        r.set_initial_value([x_ic, y_ic], t0).set_f_params()\n",
    "        while r.successful() and r.t + dt < tEnd:\n",
    "            r.integrate(r.t + dt)\n",
    "            Y.append(r.y)\n",
    "\n",
    "        S=np.array(np.real(Y))\n",
    "        ax.plot(S[:,0],S[:,1], color = 'blue', lw = 1.25)\n",
    "        \n",
    "'''\n",
    "for x_ini in np.arange(-10, 10, 1):\n",
    "    y_ini = 0\n",
    "    #x_ini, y_ini = 2, 0\n",
    "    Y = []\n",
    "    T = []\n",
    "    S = []\n",
    "    r.set_initial_value([x_ini, y_ini], t0).set_f_params()\n",
    "    while r.successful() and r.t - dt > -10:\n",
    "        r.integrate(r.t - dt)\n",
    "        Y.append(r.y)\n",
    "\n",
    "    Y = Y[::-1]\n",
    "    r.set_initial_value([x_ini, y_ini], t0).set_f_params()\n",
    "    while r.successful() and r.t + dt <= tEnd:\n",
    "        r.integrate(r.t + dt)\n",
    "        Y.append(r.y)\n",
    "\n",
    "    S = np.array(np.real(Y))\n",
    "    ax.plot(S[:,0],S[:,1], color = 'red', lw = 1.25)\n",
    "\n",
    "\n",
    "for ic in [[0, 1], [0, 7], [3, 5], [5, 8], [8, 8], [12, 8], [12, 3], [15, 0], [-5, -5], [-5, -3], [-5, -7], [-5, -10], [-5, -15], [-5, -20], [-5, -2]]:\n",
    "    x_ini, y_ini = ic\n",
    "    Y = []\n",
    "    T = []\n",
    "    S = []\n",
    "    r.set_initial_value([x_ini, y_ini], t0).set_f_params()\n",
    "    while r.successful() and r.t - dt > -10:\n",
    "        r.integrate(r.t - dt)\n",
    "        Y.append(r.y)\n",
    "\n",
    "    Y = Y[::-1]\n",
    "    r.set_initial_value([x_ini, y_ini], t0).set_f_params()\n",
    "    while r.successful() and r.t + dt <= tEnd:\n",
    "        r.integrate(r.t + dt)\n",
    "        Y.append(r.y)\n",
    "\n",
    "    S = np.array(np.real(Y))\n",
    "    ax.plot(S[:,0],S[:,1], color = 'red', lw = 1.25)\n",
    "    \n",
    "\n",
    "plt.xlim([-15, 15])\n",
    "plt.ylim([-15, 15])\n",
    "plt.xlabel(r\"$x$\")\n",
    "plt.ylabel(r\"$y$\")\n",
    "plt.show()    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.integrate import ode\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "\n",
    "#Vector field\n",
    "X, Y = np.meshgrid(np.linspace(-15, 15, 20), np.linspace(-15, 15, 20))\n",
    "U = 2 * X + Y\n",
    "V = - X + 4 * Y\n",
    "#Normalize arrows\n",
    "N = np.sqrt(U**2 + V**2)\n",
    "U /= N\n",
    "V /= N\n",
    "\n",
    "ax.quiver(X, Y, U, V, scale=30, pivot='mid')\n",
    "\n",
    "## Vector field function\n",
    "def vf(t,x):\n",
    "    dx=np.zeros(2)\n",
    "    dx[0] = 2 * x[0] + x[1]\n",
    "    dx[1] = - x[0] + 4 * x[1]\n",
    "    return dx\n",
    "\n",
    "#Solution curves\n",
    "t0 = 0\n",
    "tEnd = 10\n",
    "dt = 0.01\n",
    "r = ode(vf).set_integrator('vode', method='bdf', max_step=dt)\n",
    "#### Need to tweak the initial conditions here ###\n",
    "'''\n",
    "x_ini = np.linspace(-5, 5, 10)\n",
    "y_ini = np.linspace(-5, 5, 10)\n",
    "for x_ic in x_ini:\n",
    "    for y_ic in y_ini:\n",
    "        Y = []\n",
    "        T = []\n",
    "        S = []\n",
    "        r.set_initial_value([x_ic, y_ic], t0).set_f_params()\n",
    "        while r.successful() and r.t + dt < tEnd:\n",
    "            r.integrate(r.t + dt)\n",
    "            Y.append(r.y)\n",
    "\n",
    "        S=np.array(np.real(Y))\n",
    "        ax.plot(S[:,0],S[:,1], color = 'blue', lw = 1.25)\n",
    "        \n",
    "'''\n",
    "\n",
    "for ic in [[8, 2], [0, 1], [0, 7], [3, 5], [5, 8], [8, 8],]:\n",
    "    x_ini, y_ini = ic\n",
    "    Y = []\n",
    "    T = []\n",
    "    S = []\n",
    "    r.set_initial_value([x_ini, y_ini], t0).set_f_params()\n",
    "    while r.successful() and r.t - dt > -10:\n",
    "        r.integrate(r.t - dt)\n",
    "        Y.append(r.y)\n",
    "\n",
    "    Y = Y[::-1]\n",
    "    r.set_initial_value([x_ini, y_ini], t0).set_f_params()\n",
    "    while r.successful() and r.t + dt <= tEnd:\n",
    "        r.integrate(r.t + dt)\n",
    "        Y.append(r.y)\n",
    "\n",
    "    S = np.array(np.real(Y))\n",
    "    ax.plot(S[:,0],S[:,1], color = 'red', lw = 1.25)\n",
    "    \n",
    "\n",
    "plt.xlim([-15, 15])\n",
    "plt.ylim([-15, 15])\n",
    "plt.xlabel(r\"$x$\")\n",
    "plt.ylabel(r\"$y$\")\n",
    "plt.show()    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
